{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1. Setting specifications"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "global graph_opts ///\n",
    "\ttitle(, justification(left) color(black) span pos(11)) ///\n",
    "\tgraphregion(color(white) lc(white) la(center)) /// <- remove la(center) for Stata < 15\n",
    "\tylab(,angle(0) nogrid) xtit(,placement(left) justification(left)) ///\n",
    "\tyscale(noline) xscale(noline) legend(region(lc(none) fc(none)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. Running ado.file\n",
    "```chartable``` generates a chart of primary regression results for a variable list, combined with a table detailing those results."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "qui do \"https://raw.githubusercontent.com/SaoriIwa/Stata-IE-Visual-Library/master/Library/Charts/Chart%20of%20marginal%20effect%20with%20results%20table%20(from%20two%20data%20dta)/chartable.ado\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3. Uploading data1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "use \"https://github.com/SaoriIwa/Stata-IE-Visual-Library/raw/master/Library/Charts/Chart%20of%20marginal%20effect%20with%20results%20table%20(from%20two%20data%20dta)/data.dta\", clear"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4. Creating the graph1 and saving the graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "(0 observations deleted)\n",
      "\n"
     ]
    }
   ],
   "source": [
    "chartable ///\n",
    "\tcorrect treat_cxr re_3 re_4 treat_refer med_any med_l_any_1 med_l_any_2 med_l_any_3  med_k_any_9  ///\n",
    "\t[pweight = weight_city] , $graph_opts title(\"A. Case 1 vs Case 3 in all providers receiving both cases\")  rhs(3.case i.city i.type_formal) case0(Case 1 ({it:N} = 407)) case1(Case 3 ({it:N} = 352)) or command(logit)\n",
    "\n",
    "qui graph save \"Fig_4_1.gph\" , replace"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5. Uploading data2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "use \"https://github.com/SaoriIwa/Stata-IE-Visual-Library/raw/master/Library/Charts/Chart%20of%20marginal%20effect%20with%20results%20table%20(from%20two%20data%20dta)/data2.dta\", clear"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 6. Creating the graph2 and saving the graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "(0 observations deleted)\n",
      "\n"
     ]
    }
   ],
   "source": [
    "chartable ///\n",
    "\tcorrect treat_cxr re_3 re_4 treat_refer med_any med_l_any_1 med_l_any_2 med_l_any_3  med_k_any_9  ///\n",
    "\t, $graph_opts title(\"B. SP4 with and without sputum report in Mumbai MBBS+\") rhs(sp4_spur_1) case0(Ordinary ({it:N} = 51)) case1(Report ({it:N} = 50)) or command(logit)\n",
    "qui graph save \"Fig_4_2.gph\" , replace"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 7. Combining the graphs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "This front-end cannot display the desired image type."
      ]
     },
     "metadata": {
      "image/png": {
       "height": 343,
       "width": 600
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "graph combine ///\n",
    "\t\"Fig_4_1.gph\" ///\n",
    "\t\"Fig_4_2.gph\" ///\n",
    "\t, $comb_opts xsize(7) c(1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 8. Exporting the graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "qui graph export \"figure.png\" , replace width(2000)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Stata",
   "language": "stata",
   "name": "stata"
  },
  "language_info": {
   "file_extension": ".do",
   "mimetype": "text/x-stata",
   "name": "stata"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
